{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "bfa18286-3038-4ee0-a95c-8968d80516a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100个隐藏神经元：\n",
      "Epoch     0 | Loss: 0.887179\n",
      "Epoch  2000 | Loss: 0.200893\n",
      "Epoch  4000 | Loss: 0.200784\n",
      "Epoch  6000 | Loss: 0.200681\n",
      "Epoch  8000 | Loss: 0.200581\n",
      "Epoch 10000 | Loss: 0.200479\n",
      "Epoch 12000 | Loss: 0.200375\n",
      "Epoch 14000 | Loss: 0.200268\n",
      "Epoch 16000 | Loss: 0.200154\n",
      "Epoch 18000 | Loss: 0.200034\n",
      "Epoch 20000 | Loss: 0.199905\n",
      "Epoch 22000 | Loss: 0.199765\n",
      "Epoch 24000 | Loss: 0.199612\n",
      "Epoch 24999 | Loss: 0.199530\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最终训练损失：0.199530\n",
      "\n",
      "神经元个数影响对比：\n",
      "正在训练：1个隐藏神经元\n",
      "正在训练：50个隐藏神经元\n",
      "正在训练：100个隐藏神经元\n",
      "正在训练：300个隐藏神经元\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "经元个数-最终损失定量分析：\n",
      "  1 个神经元 | 最终损失: 0.318686\n",
      "  5 个神经元 | 最终损失: 0.100256\n",
      " 20 个神经元 | 最终损失: 0.196844\n",
      " 50 个神经元 | 最终损失: 0.199646\n",
      "100 个神经元 | 最终损失: 0.199632\n",
      "200 个神经元 | 最终损失: 0.199911\n",
      "500 个神经元 | 最终损失: 0.079563\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 字体设置\n",
    "plt.rcParams['font.family'] = 'DejaVu Sans'\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "\n",
    "\n",
    "np.random.seed(42)  # 随机种子\n",
    "x_train = np.linspace(0, 2 * np.pi, 50).reshape(-1, 1)  # 50个训练样本\n",
    "y_train = np.sin(x_train) + np.random.normal(0, 0.05, size=x_train.shape)  # 添加噪声\n",
    "x_test = np.linspace(0, 2 * np.pi, 300).reshape(-1, 1)  # 300个测试样本\n",
    "y_true = np.sin(x_test)  # 真实sin(x)曲线\n",
    "\n",
    "\n",
    "class SigmoidNN:\n",
    "    def __init__(self, input_dim=1, hidden_units=100, output_dim=1):\n",
    "        self.input_dim = input_dim\n",
    "        self.hidden_units = hidden_units\n",
    "        self.output_dim = output_dim\n",
    "\n",
    "        self.w1 = np.random.randn(input_dim, hidden_units) * 0.1\n",
    "        self.w2 = np.random.randn(hidden_units, output_dim) * 0.1\n",
    "        self.b1 = np.zeros((1, hidden_units))  # 保持与原代码一致：仅隐藏层偏置\n",
    "    \n",
    "    def sigmoid(self, z):\n",
    "        #sigmoid激活函数\n",
    "        return np.where(z >= 0, 1/(1+np.exp(-z)), np.exp(z)/(1+np.exp(z)))\n",
    "    \n",
    "    def forward(self, x):\n",
    "        #前向传播\n",
    "        self.hidden_z = x @ self.w1 + self.b1\n",
    "        self.hidden_a = self.sigmoid(self.hidden_z)\n",
    "        self.output = self.hidden_a @ self.w2 \n",
    "        return self.output\n",
    "    \n",
    "    def compute_loss(self, y_pred, y_true):\n",
    "        #MSE计算损失\n",
    "        return np.mean((y_pred - y_true)**2)\n",
    "    \n",
    "    def backward(self, x, y_true, y_pred, lr):\n",
    "        #反向传播（\n",
    "        m = len(x)\n",
    "        #输出层梯度\n",
    "        d_loss = 2 * (y_pred - y_true) / m\n",
    "        d_w2 = self.hidden_a.T @ d_loss\n",
    "        \n",
    "        # 隐藏层梯度\n",
    "        d_hidden = d_loss @ self.w2.T\n",
    "        d_sigmoid = self.hidden_a * (1 - self.hidden_a)\n",
    "        d_w1 = x.T @ (d_hidden * d_sigmoid)\n",
    "        d_b1 = np.sum(d_hidden * d_sigmoid, axis=0, keepdims=True)\n",
    "        \n",
    "        # 参数更新\n",
    "        self.w1 -= lr * d_w1\n",
    "        self.w2 -= lr * d_w2\n",
    "        self.b1 -= lr * d_b1\n",
    "    \n",
    "    def train(self, x, y, epochs=25000, lr=0.01, verbose=True):\n",
    "        loss_history = []\n",
    "        for epoch in range(epochs):\n",
    "            y_pred = self.forward(x)\n",
    "            loss = self.compute_loss(y_pred, y)\n",
    "            loss_history.append(loss)\n",
    "            \n",
    "            self.backward(x, y, y_pred, lr)\n",
    "            if verbose and (epoch % 2000 == 0 or epoch == epochs-1):\n",
    "                print(f\"Epoch {epoch:5d} | Loss: {loss:.6f}\")\n",
    "        return loss_history\n",
    "print(\"100个隐藏神经元：\")\n",
    "model_basic = SigmoidNN(hidden_units=100)\n",
    "loss_history_basic = model_basic.train(x_train, y_train, epochs=25000, lr=0.01)\n",
    "y_pred_basic = model_basic.forward(x_test)\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "# 拟合效果图\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.scatter(x_train, y_train, c='orange', s=30, alpha=0.7, label='Noisy Training Points')\n",
    "plt.plot(x_test, y_true, 'b-', linewidth=2, label='True sin(x)')\n",
    "plt.plot(x_test, y_pred_basic, 'g--', linewidth=2.5, label='NN Prediction')\n",
    "plt.title('sin(x) Fitting Result (100 Hidden Neurons)', fontsize=12)\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('sin(x)')\n",
    "plt.legend(loc='best')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# 损失变化图\n",
    "plt.subplot(1, 2, 2)\n",
    "window_size = 50\n",
    "smoothed_loss = np.convolve(loss_history_basic, np.ones(window_size)/window_size, mode='valid')\n",
    "plt.plot(range(window_size-1, len(loss_history_basic)), smoothed_loss, 'c-', linewidth=1.8)\n",
    "plt.yscale('log')\n",
    "plt.title('Smoothed Training Loss Curve', fontsize=12)\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss (Log Scale)')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "print(f\"最终训练损失：{loss_history_basic[-1]:.6f}\\n\")\n",
    "\n",
    "# 神经元个数对比实验\n",
    "print(\"神经元个数影响对比：\")\n",
    "neuron_configs = [1, 50, 100, 300]\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "for idx, n_neurons in enumerate(neuron_configs):\n",
    "    print(f\"正在训练：{n_neurons}个隐藏神经元\")\n",
    "    model = SigmoidNN(hidden_units=n_neurons)\n",
    "    model.train(x_train, y_train, epochs=25000, lr=0.01, verbose=False)\n",
    "    y_pred = model.forward(x_test)\n",
    "\n",
    "    plt.subplot(2, 2, idx+1)\n",
    "    plt.scatter(x_train, y_train, c='orange', s=20, alpha=0.6, label='Noisy Training Points')\n",
    "    plt.plot(x_test, y_true, 'b-', linewidth=2, alpha=0.7, label='True sin(x)')\n",
    "    plt.plot(x_test, y_pred, 'g--', linewidth=2, label='NN Prediction')\n",
    "    plt.title(f'Hidden Neurons: {n_neurons}', fontsize=12)\n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('sin(x)')\n",
    "    plt.legend(loc='best')\n",
    "    plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "#神经元个数-损失关系定量分析\n",
    "print(\"经元个数-最终损失定量分析：\")\n",
    "neuron_counts = [1, 5, 20, 50, 100, 200, 500]\n",
    "final_losses = []\n",
    "\n",
    "for n in neuron_counts:\n",
    "    np.random.seed(42)\n",
    "    model = SigmoidNN(hidden_units=n)\n",
    "    losses = model.train(x_train, y_train, epochs=25000, lr=0.01, verbose=False)\n",
    "    final_losses.append(losses[-1])\n",
    "    print(f\"{n:3d} 个神经元 | 最终损失: {losses[-1]:.6f}\")\n",
    "\n",
    "# 绘制神经元个数-损失关系图\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(neuron_counts, final_losses, 'o-', color='red', linewidth=2, markersize=8)\n",
    "plt.xscale('log')\n",
    "plt.xlabel('Number of Hidden Neurons (Log Scale)', fontsize=12)\n",
    "plt.ylabel('Final Training Loss', fontsize=12)\n",
    "plt.title('Relationship Between Hidden Neurons and Training Loss', fontsize=14)\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "532120bf-d312-43b6-83e5-3aefdba97b58",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
